{"id":"W4403606097","doi":"10.3390/healthcare12202083","title":"The Intersection of Sexual Orientation, Substance Use, and Mental Health: Findings from Hints 5","year":2024,"lang":"en","type":"article","venue":"Healthcare","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Sexual orientation; Demography; Mental health; Lesbian; Depression (economics); Medicine; Psychology; Clinical psychology; Psychiatry; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002269092,0.0002714482,0.0004818814,0.001558171,0.0005215195,0.001250181,0.0006038221,0.0004453192,0.001360195],"category_scores_gemma":[0.00817375,0.000429135,0.001476467,0.001988886,0.0004556029,0.0006935992,0.002148117,0.0006873406,0.0002566761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007230548,"about_ca_system_score_gemma":0.001402111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0694495,"about_ca_topic_score_gemma":0.09632739,"domain_scores_codex":[0.9988739,0.0004717002,0.0001586359,0.0001070424,0.0002449402,0.0001437694],"domain_scores_gemma":[0.9957107,0.001223768,0.001214784,0.0003799653,0.0008750224,0.0005957099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000055302,0.00001674769,0.9934323,0.00006776318,0.0001330528,0.00002596864,0.0007725171,0.00003584174,0.00008197437,0.00006090988,0.0001811221,0.005136576],"study_design_scores_gemma":[0.00000184654,0.00003373422,0.9984394,0.00005064565,0.00008942647,0.00007421603,0.0008139125,0.00004878842,0.00003427608,0.00002849361,0.0003803821,0.000004940273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948291,0.001126778,0.0002572893,0.000301923,0.00001127469,0.00002730199,0.001824325,0.00001225386,0.00160964],"genre_scores_gemma":[0.9973913,0.0005437107,0.0003921845,0.0001945551,0.000008711434,0.00001748411,0.001194978,0.000007117561,0.0002499596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0694495,"threshold_uncertainty_score":0.1380905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06228666069471736,"score_gpt":0.3974138807752133,"score_spread":0.3351272200804959,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}